Concepedia

Tree Consistency

Tree Consistency is a theoretical construct in decision tree learning that characterizes the degree to which the structure and predictions of a decision tree remain stable and logically coherent under perturbations or resampling of the training data.

21

Publications

1.5K

Citations

61

Authors

42

Institutions

Publications per year

2017–2026

2

Parents

Publications

21

Consistency of random survival forests

Hemant Ishwaran, Udaya B. Kogalur · Statistics & Probability Letters · 2010 · 286 citations

, , +9

Tree-based reparameterization framework for analysis of sum-product and related algorithms

Martin J. Wainwright, Tommi Jaakkola, Alan S. Willsky · IEEE Transactions on Information Theory · 2003 · 241 citations

, , +14

Tree consistency and bounds on the performance of the max-product algorithm and its generalizations

Martin J. Wainwright, Tommi Jaakkola, Alan S. Willsky · Statistics and Computing · 2004 · 133 citations

, , +14

A Novel Consistent Random Forest Framework: Bernoulli Random Forests

Yisen Wang, Shu‐Tao Xia, Qingtao Tang et al. · IEEE Transactions on Neural Networks and Learning Systems · 2017 · 108 citations · Full text

, , +13

Exploring the Decision Forest: An Empirical Investigation of Occam's Razor in Decision Tree Induction

Patrick M. Murphy, Michael J. Pazzani · Journal of Artificial Intelligence Research · 1994 · 99 citations · Full text

, , +12

1–5 of 21

Authors

61

  1. AS
    Alan S. Willsky

    Massachusetts Institute of Technology, United States

    2 publications · 374 citations

    2

    h-index

  2. JM
    Jean‐Marc Moisselin

    Météo-France, France

    2 publications · 144 citations

    2

    h-index

  3. ZM
    Zhengping Ma

    Indiana University Bloomington, United States

    2 publications · 96 citations

    2

    h-index

  4. TJ
    Tommi Jaakkola

    Massachusetts Institute of Technology, United States

    2 publications · 374 citations

    2

    h-index

  5. VM
    Valérie Masson‐Delmotte

    Laboratoire des Sciences du Climat et de l'Environnement, France

    2 publications · 144 citations

    2

    h-index

1–5 of 61

Institutions

42

  1. University of California, Berkeley

    Berkeley, United States

    3 h-index

    3 publications

    408 citations

  2. University of California, Irvine

    Irvine, United States

    2 h-index

    3 publications

    232 citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    2 h-index

    3 publications

    615 citations

  4. Commissariat à l'Énergie Atomique et aux Énergies Alternatives

    Paris, France

    2 h-index

    5 publications

    377 citations

  5. Laboratoire des Sciences du Climat et de l'Environnement

    Gif-sur-Yvette, France

    2 h-index

    6 publications

    432 citations

  6. Météo-France

    Toulouse, France

    2 h-index

    2 publications

    144 citations

  7. Université de Lorraine

    Nancy, France

    1 h-index

    2 publications

    110 citations

  8. University of Alabama

    Tuscaloosa, United States

    1 h-index

    2 publications

    24 citations

1–8 of 42

Venues

  1. Journal of Experimental Psychology General

    2 publications · 96 citations

    2

    h-index

  2. Tellus B

    2 publications · 144 citations

    2

    h-index

  3. ArXiv.org

    Repository · 1 publications · 13 citations

    1

    h-index

  4. Computational Statistics & Data Analysis

    CSDA · 1 publications · 43 citations

    1

    h-index

  5. Journal of Artificial Intelligence Research

    JAIR · 1 publications · 99 citations

    1

    h-index

1–5